Journal Publications
12.2018 – Q. Sun, M. Jankovic, J. Budzinski, B. Moore, P. Diem, C. Stettler, S. Mougiakakou, “A dual mode adaptive basal-bolus advisor based on reinforcement learning.” IEEE Journal of Biomedical and Health Informatics, 2018.
05.2013 – E. Daskalaki, K. Nørgaard, A. Prountzou, T. Züger, P. Diem, S. Mougiakakou, An early-warning system for hypo-/hyperglycemic events based on fusion of adaptive prediction models, Journal of Diabetes Science and Technology, 2013 May 1;7(3):689-98.
02.2013 – E. Daskalaki, P. Diem, S. Mougiakakou, An Actor-Critic based controller for glucose regulation in type 1 diabetes, Computer Methods and Programs in Biomedicine, 2013 Feb;109(2):116-25.
01.2012 – E. Daskalaki, A. Prountzou, P. Diem, S. Mougiakakou, Real-time models for the personalized prediction of glycemic profile in type 1 diabetes patients, Diabetes Technology and Therapeutics, 2012 Feb;14(2):168-74.
Book Chapters
2018 – Q. Sun, Artificial pancreas brings new dawn to diabetic patients, in Technology Sentinel (Ed: Y. Wang), ISBN 978-7-5086-8833-6, pp 163-179, CITIC Publishing Group.
2014 – E. Daskalaki, P. Diem, S. Mougiakakou, Adaptive algorithms for personalized diabetes management, in Data-driven modeling for diabetes: Diagnosis and treatment (Eds: G. Mitsis, V. Marmarelis), Part of the series Lecture Notes in Bioengineering, pp 91-116, Springer Berlin Heidelberg.
Peer-Reviewed Conference Proceedings
11.2018 – Q. Sun, M.V. Jankovic, L. Bally, S. Mougiakakou. Predicting blood glucose with an LSTM and Bi-LSTM based deep neural network, 14th IEEE Symposium on Neural Networks and Applications, Belgrade, Serbia, November 20-21, 2018
11.2018 – Q. Sun, M.V. Jankovic, S. Mougiakakou. Impact of Errors in Carbohydrate Estimation on Control of Blood Glucose in Type 1 Diabetes, 14th IEEE Symposium on Neural Networks and Applications, Belgrade, Serbia, November 20-21, 2018
07.2013 – E. Daskalaki, P. Diem, S. Mougiakakou, Personalized tuning of a reinforcement learning control algorithm for glucose regulation, 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Osaka, Japan, July 3-7, 2013.
09.2010 – E. Daskalaki, L. Scarnato, P. Diem, S. Mougiakakou, Preliminary results of a novel approach for glucose regulation using an actor-critic learning based controller, United Kingdom Automatic Control Council (UKACC) International Conference on Control, Conventry, UK, September 2010.
Abstracts in Conferences
02.2018 – Q. Sun, M. Jankovic, C. Stettler, S. Mougiakakou, Personalised adaptive basal-bolus algorithm using SMBG/CGM data, 11th International Conference on Advanced Technologies and Treatments for Diabetes (ATTD), Vienna, Austria, February 14-17, 2018.
03.2013 – E. Daskalaki, K. Nørgaard, A. Prountzou, T. Züger, P. Diem, S. Mougiakakou, Alarm system for the early warning of hypo- and hyperglycemic events based on online adaptive models, 6th International Conference on Advanced Technologies and Treatments for Diabetes (ATTD), Paris, France, February 27-March 2, 2013.
11.2012 – E. Daskalaki, P. Diem, S. Mougiakakou, Impact of transfer entropy on the parameter selection of a real-time adaptive controller for glucose regulation, Diabetes Technology Meeting, Bethesda, Maryland, USA, November 8-10 2012.
08.2012 – E. Daskalaki, K. Nørgaard, A. Prountzou, T. Züger, P. Diem, S. Mougiakakou, Prediction of hypoglycaemia events in type 1 diabetes, Swiss Society for Biomedical Engineering, EPFL, Lausanne, Switzerland, August 27-28 2012.
02.2012 – E. Daskalaki, K. Nørgaard, A. Prountzou, T. Züger, P. Diem, S. Mougiakakou, Prediction of hypoglycemic events: comparative assessment on real data, 5th International Conference on Advanced Technologies and Treatments for Diabetes (ATTD), Barcelona, Spain, February 8-11, 2012.
10.2011 – E. Daskalaki, P. Diem, S. Mougiakakou, Development of an Actor-Critic based control algorithm for insulin infusion in individuals with type 1 diabetes, Diabetes Technology Meeting, San Francisco, California, USA, October 27-29 2011.
08.2011 – E. Daskalaki, P. Diem, S. Mougiakakou, An Actor-Critic based control algorithm for insulin infusion in individuals with type 1 diabetes, Swiss Society for Biomedical Engineering, Inselspital, Bern, Switzerland, August 22 2011.
02.2011 – E. Daskalaki, P. Diem, S. Mougiakakou, Online near future prediction of glucose profile based on personalized data-driven models, 4th International Conference on Advanced Technologies and Treatments for Diabetes (ATTD), London, UK, February 16-19, 2011.
11.2010 – E. Daskalaki, K. Prountzou, P. Diem, S. Mougiakakou, Artificial pancreas and prediction models: ARMA and neural networks for the individualized estimation of future glucose levels, Diabetes Technology Meeting, Bethesda, Maryland, USA, November 11-13 2010.
02.2010 – E. Daskalaki, P. Diem, K. Nikita, S. Mougiakakou, Design and development of a closed-loop artificial pancreas based on the parallel use of two control strategies, 3rd International Conference on Advanced Technologies and Treatments for Diabetes (ATTD), Basel, Switzerland, February 10-13 2010.
11.2009 – E. Daskalaki, P. Diem, K. Nikita, S. Mougiakakou, Control strategies to adjust insulin infusion rates in type 1 diabetes: Effect of meal intake and delays, Diabetes Technology Meeting, San Francisco, California, USA, November 5-7 2009.